Index Catalog // ScholarsArchive@OSU

Start Over

Filtering by: Creator Boutilier, Jordan Subject Reinforcement learning

D₊₊ : Structural Credit Assignment in Tightly Coupled Multiagent Domains

Creator:

Rahmattalabi, Aida

Abstract:

Autonomous multiagent teams can be used in complex exploration tasks to both expedite the exploration and improve the efficiency. However, use of multiagent systems presents additional challenges. Specifically, in domains where the agents' actions are tightly coupled, coordinating multiple agents to achieve cooperative behavior at the group level is difficult....

Resource Type:

Masters Thesis
Incorporating and Learning Behavior Constraints for Sequential Decision Making

Creator:

Pinto, Jervis

Abstract:

Writing a program that performs well in a complex environment is a challenging task. In such problems, a method of deterministic programming combined with reinforcement learning (RL) can be helpful. However, current systems either force developers to encode knowledge in very specific forms (e.g., state-action features), or assume advanced RL...

Resource Type:

Dissertation
Bayesian methods for knowledge transfer and policy search in reinforcement learning

Creator:

Wilson, Aaron

Abstract:

How can an agent generalize its knowledge to new circumstances? To learn effectively an agent acting in a sequential decision problem must make intelligent action selection choices based on its available knowledge. This dissertation focuses on Bayesian methods of representing learned knowledge and develops novel algorithms that exploit the represented...

Resource Type:

Dissertation